{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "75417ef5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "241f56b6",
   "metadata": {},
   "source": [
    "# Beyond 1\n",
    "\n",
    "Load NYC taxi data from both 2019 and 2020, January and July. Remove data from outside of those years and months.\n",
    "\n",
    "Now display the number of trips on each day of the month in four separate graphs -- the top row in 2019, and the bottom row in 2020, the left column for January and the right column for July."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b189ce55",
   "metadata": {},
   "outputs": [],
   "source": [
    "filenames = ['../data/nyc_taxi_2019-01.csv', '../data/nyc_taxi_2019-07.csv',\n",
    "             '../data/nyc_taxi_2020-01.csv', '../data/nyc_taxi_2020-07.csv']\n",
    "\n",
    "all_dfs = [pd.read_csv(one_filename,\n",
    "           usecols=['tpep_pickup_datetime', 'passenger_count', 'trip_distance',\n",
    "                    'total_amount'],\n",
    "           parse_dates=['tpep_pickup_datetime'])\n",
    "           for one_filename in filenames]\n",
    "\n",
    "df = pd.concat(all_dfs)\n",
    "\n",
    "df['year'] = df['tpep_pickup_datetime'].dt.year\n",
    "df['month'] = df['tpep_pickup_datetime'].dt.month\n",
    "df['day'] = df['tpep_pickup_datetime'].dt.day\n",
    "\n",
    "df = df.loc[(df['month'].isin([1, 7])) & (df['year'].isin([2019, 2020]))]\n",
    "\n",
    "# Assign df to a random sample of 1% of the elements in df\n",
    "df = df.sample(frac=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "22f976e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13f4ca930>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1058.88x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x='day', y='total_amount', hue='month', kind='line', \n",
    "            row='year', col='month',\n",
    "            data=df.groupby(['year','month', 'day'])[['total_amount']].count().reset_index(),\n",
    "            errorbar=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8da75683",
   "metadata": {},
   "source": [
    "# Beyond 2\n",
    "\n",
    "Add a \"trip_length\" column, for short, medium, and long trips, as we did in Exercise 7.  Show\n",
    "the trip distance per day of month in three plots alongside one another, with one for\n",
    "each category."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3f304161",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "798bf685",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13f30b590>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QOAEEAAAAUDjvgABogbwIFgCA1kYAAdACeREsAACtTYsZgnHJJZekqqoqkyZNKi9buXJlxo8fn1122SWdOnXKqFGjsmTJkkbbLVy4MCNHjsxOO+2UHj165Mwzz8xbb73VqM2sWbNywAEHpLq6OgMGDMj06dOb4YwAAACA9VrEExCPPvpo/s//+T8ZPHhwo+VnnHFG7rzzztx6662pqanJhAkTcuyxx+aBBx5IkqxZsyYjR45MXV1dHnzwwSxatCgnnnhi2rdvn2984xtJkgULFmTkyJEZO3ZsbrzxxsycOTOnnnpqevbsmREjRjT7uVbCph7l9hg3bDlDI7YN/p0AAFqeigcQr732Wo4//vh873vfy9e+9rXy8mXLluX666/PTTfdlMMPPzxJMm3atAwcODAPPfRQhgwZknvuuSfPPvts7r333tTW1ma//fbLRRddlLPPPjtTpkxJhw4dcu2116Z///657LLLkiQDBw7M7373u1x++eVtJoDY1KPcW/sxbr/w0xYYGrFt8O8EANDyVDyAGD9+fEaOHJlhw4Y1CiDmzp2bN998M8OGDSsv23vvvdOnT5/MmTMnQ4YMyZw5c7LPPvuktra23GbEiBEZN25cnnnmmey///6ZM2dOo32sb/PPQz3+1apVq7Jq1ary9+XLl2+FM239/MIP0DboJwGApqjoOyBuvvnmPP7447n44os3WLd48eJ06NAhXbt2bbS8trY2ixcvLrf55/Bh/fr16zbXZvny5XnjjTc2WtfFF1+cmpqa8mf33Xdv0vkBQGuknwQAmqJiAcRLL72UL3zhC7nxxhuzww47VKqMjTrnnHOybNmy8uell16qdEkA0GLoJwGApqjYEIy5c+dm6dKlOeCAA8rL1qxZk/vvvz9XXXVVfv3rX2f16tVpaGho9BTEkiVLUldXlySpq6vLI4880mi/62fJ+Oc2/zpzxpIlS9KlS5fsuOOOG62turo61dXV7/ocAaA10k8CAE1RsScgjjjiiDz11FOZN29e+fOBD3wgxx9/fPnn9u3bZ+bMmeVt5s+fn4ULF6a+vj5JUl9fn6eeeipLly4tt5kxY0a6dOmSQYMGldv88z7Wt1m/DwAAAKB4FXsConPnznn/+9/faFnHjh2zyy67lJePGTMmkydPTrdu3dKlS5dMnDgx9fX1GTJkSJJk+PDhGTRoUE444YRceumlWbx4cc4999yMHz++/H9mxo4dm6uuuipnnXVWTjnllNx333255ZZbcueddzbvCQMAAEAbVvFZMDbn8ssvT7t27TJq1KisWrUqI0aMyNVXvz3LwnbbbZc77rgj48aNS319fTp27JjRo0fnwgsvLLfp379/7rzzzpxxxhm58sor07t371x33XVtZgpOAAAAaAlaVAAxa9asRt932GGHTJ06NVOnTt3kNn379s1dd9212f0OHTo0TzzxxNYoEQAAAGiCik7DCQAAALQNAggAAACgcAIIAAAAoHACCAAAAKBwAggAAACgcC1qFgzappNPGp1lDQ0bLK/p2jXTpt/Q/AUBAACw1QkgqLhlDQ354bVXb7D8s2NPr0A1AAAAFMEQDAAAAKBwAggAAACgcAIIAAAAoHACCAAAAKBwAggAAACgcAIIAAAAoHACCAAAAKBwAggAAACgcAIIAAAAoHACCAAAAKBwAggAAACgcAIIAAAAoHACCAAAAKBw21e6AIDW7uSTRmdZQ8NG19V07Zpp029o3oIAAKACBBAABVvW0JAfXnv1Rtd9duzpzVwNAABUhiEYAAAAQOEEEAAAAEDhBBAAAABA4QQQAAAAQOEEEAAAAEDhBBAAAABA4UzDuY05+aTRWdbQsMHymq5dM236Dc1fEAAAALwDAohtzLKGhvzw2qs3WP7ZsadXoBoAAAB4ZwQQFbKpJxkSTzMAAADQ+gggKmRTTzIknmYAAACg9fESSgAAAKBwAggAAACgcAIIAAAAoHACCAAAAKBwAggAAACgcAIIAAAAoHACCAAAAKBwAggAAACgcAIIAAAAoHACCAAAAKBwAggAAACgcAIIAAAAoHACCAAAAKBwAggAAACgcAIIAAAAoHACCAAAAKBwAggAAACgcAIIAAAAoHACCAAAAKBwAggAAACgcAIIAAAAoHACCAAAAKBwAggAAACgcAIIAAAAoHACCAAAAKBwAggAAACgcAIIAAAAoHACCAAAAKBwAggAAACgcBUNIK655poMHjw4Xbp0SZcuXVJfX59f/epX5fUrV67M+PHjs8suu6RTp04ZNWpUlixZ0mgfCxcuzMiRI7PTTjulR48eOfPMM/PWW281ajNr1qwccMABqa6uzoABAzJ9+vTmOD0AAADg/2lSALHHHnvkb3/72wbLGxoasscee7zj/fTu3TuXXHJJ5s6dm8ceeyyHH354PvGJT+SZZ55Jkpxxxhn55S9/mVtvvTWzZ8/Oyy+/nGOPPba8/Zo1azJy5MisXr06Dz74YG644YZMnz495513XrnNggULMnLkyHz0ox/NvHnzMmnSpJx66qn59a9/3ZRTBwAAAJpg+6Zs9Mc//jFr1qzZYPmqVavyl7/85R3v5+ijj270/etf/3quueaaPPTQQ+ndu3euv/763HTTTTn88MOTJNOmTcvAgQPz0EMPZciQIbnnnnvy7LPP5t57701tbW3222+/XHTRRTn77LMzZcqUdOjQIddee2369++fyy67LEkycODA/O53v8vll1+eESNGNOX0AQAAgC20RQHEL37xi/LPv/71r1NTU1P+vmbNmsycOTP9+vVrUiFr1qzJrbfemhUrVqS+vj5z587Nm2++mWHDhpXb7L333unTp0/mzJmTIUOGZM6cOdlnn31SW1tbbjNixIiMGzcuzzzzTPbff//MmTOn0T7Wt5k0aVKT6gQAAIDWbMqUKbn99tszb968rbrfLQogjjnmmCRJVVVVRo8e3Whd+/bt069fv/KTBu/UU089lfr6+qxcuTKdOnXKbbfdlkGDBmXevHnp0KFDunbt2qh9bW1tFi9enCRZvHhxo/Bh/fr16zbXZvny5XnjjTey4447blDTqlWrsmrVqvL35cuXb9E5AUBrpp8EgNajqqoqt912W/nv/SJtUQCxdu3aJEn//v3z6KOPpnv37u+6gL322ivz5s3LsmXL8pOf/CSjR4/O7Nmz3/V+342LL744F1xwQUVrAICWSj8JADRFk15CuWDBgq0SPiRJhw4dMmDAgBx44IG5+OKLs+++++bKK69MXV1dVq9enYaGhkbtlyxZkrq6uiRJXV3dBrNirP/+79p06dJlo08/JMk555yTZcuWlT8vvfTS1jhVAGgV9JMAsPUNHTo0EydOzKRJk7LzzjuntrY23/ve97JixYqcfPLJ6dy5cwYMGNBo5sjZs2fn4IMPTnV1dXr27JkvfelLjWaFHDp0aD7/+c/nrLPOSrdu3VJXV5cpU6aU169/hcInP/nJVFVVbfBKhR/84Afp169fampqctxxx+XVV199V+fY5Gk4Z86cmS9/+cs59dRTc8oppzT6vBtr167NqlWrcuCBB6Z9+/aZOXNmed38+fOzcOHC1NfXJ0nq6+vz1FNPZenSpeU2M2bMSJcuXTJo0KBym3/ex/o26/exMdXV1eWpQdd/AIB19JMAUIwbbrgh3bt3zyOPPJKJEydm3Lhx+dSnPpUPfvCDefzxxzN8+PCccMIJef311/OXv/wlRx11VA466KD8/ve/zzXXXJPrr78+X/va1zbYZ8eOHfPwww/n0ksvzYUXXpgZM2YkSR599NEk6yZ8WLRoUfl7krz44ou5/fbbc8cdd+SOO+7I7Nmzc8kll7yr82vSLBgXXHBBLrzwwnzgAx9Iz549U1VV1aSDn3POOTnyyCPTp0+fvPrqq7npppsya9as8gsux4wZk8mTJ6dbt27p0qVLJk6cmPr6+gwZMiRJMnz48AwaNCgnnHBCLr300ixevDjnnntuxo8fn+rq6iTJ2LFjc9VVV+Wss87KKaeckvvuuy+33HJL7rzzzibVDAAAAEXYd999c+655yZZ9/fyJZdcku7du+e0005Lkpx33nm55ppr8uSTT+aXv/xldt9991x11VWpqqrK3nvvnZdffjlnn312zjvvvLRrt+55g8GDB+f8889PkrznPe/JVVddlZkzZ+ZjH/tYdt111yRJ165dy6MI1lu7dm2mT5+ezp07J0lOOOGEzJw5M1//+tebfH5NCiCuvfbaTJ8+PSeccEKTD5wkS5cuzYknnphFixalpqYmgwcPzq9//et87GMfS5JcfvnladeuXUaNGpVVq1ZlxIgRufrqq8vbb7fddrnjjjsybty41NfXp2PHjhk9enQuvPDCcpv+/fvnzjvvzBlnnJErr7wyvXv3znXXXWcKTgAAAFqUwYMHl3/ebrvtsssuu2SfffYpL1s/wcLSpUvz3HPPpb6+vtEDAYceemhee+21/PnPf06fPn022GeS9OzZs9Eogk3p169fOXzYku02p0kBxOrVq/PBD37wXR04Sa6//vrNrt9hhx0yderUTJ06dZNt+vbtm7vuumuz+xk6dGieeOKJJtUIAAAAzaF9+/aNvldVVTVatj5sWD9BRFP3+U62b+p2m9Okd0Cceuqpuemmm97VgQEAAICmGThwYObMmZNSqVRe9sADD6Rz587p3bv3O95P+/bts2bNmiJK3ECTnoBYuXJl/vu//zv33ntvBg8evEEy8u1vf3urFAcAAABs6PTTT88VV1yRiRMnZsKECZk/f37OP//8TJ48ufz+h3eiX79+mTlzZg499NBUV1dn5513LqzmJgUQTz75ZPbbb78kydNPP91oXVNfSAkAAAC8M7vttlvuuuuunHnmmdl3333TrVu3jBkzpvwSy3fqsssuy+TJk/O9730vu+22W/74xz8WU3CaGED85je/2dp1AAAAQJs1a9asDZZtLAz45yEXH/nIR/LII49s0T5vv/32Rt+PPvroHH300Y2WTZkyJVOmTGm0bNKkSZk0adImj/VONCmAAAAAtg3Hffq4/HXpKxtdt2uP7rn5xzc3c0VAW9WkAOKjH/3oZoda3HfffU0uCAAA2Hr+uvSVjPrP4ze67qe/uLGZqwHasiYFEOvf/7Dem2++mXnz5uXpp5/O6NGjt0ZdAAAAQCvSpADi8ssv3+jyKVOm5LXXXntXBQEAAACtzzufm+Md+OxnP5vvf//7W3OXAAAAQCuwVQOIOXPmZIcddtiauwQAAABagSYNwTj22GMbfS+VSlm0aFEee+yxfPWrX90qhQEAAACtR5MCiJqamkbf27Vrl7322isXXnhhhg8fvlUKAwAAAFqPJgUQ06ZN29p1AAAAAK1YkwKI9ebOnZvnnnsuSfK+970v+++//1YpCgAAANqChQsX5pVXXmmWY3Xv3j19+vRplmNtTJMCiKVLl+a4447LrFmz0rVr1yRJQ0NDPvrRj+bmm2/OrrvuujVrBAAAgFZn4cKFGThwYF5//fVmOd5OO+2U5557botCiPvvvz/f/OY3M3fu3CxatCi33XZbjjnmmCYdv0kBxMSJE/Pqq6/mmWeeycCBA5Mkzz77bEaPHp3Pf/7z+dGPftSkYgAAAKCteOWVV/L666/n+qu+k73e855CjzX/D3/ImAmfzyuvvLJFAcSKFSuy77775pRTTtlgQoot1aQA4u677869995bDh+SZNCgQZk6daqXUAIAAMAW2Os978n+g/epdBkbdeSRR+bII4/cKvtq15SN1q5dm/bt22+wvH379lm7du27LgoAAABoXZoUQBx++OH5whe+kJdffrm87C9/+UvOOOOMHHHEEVutOAAAAKB1aFIAcdVVV2X58uXp169f9txzz+y5557p379/li9fnu9+97tbu0YAAABgG9ekd0Dsvvvuefzxx3Pvvffm+eefT5IMHDgww4YN26rFAQAAtAXHffq4/HXpxqdi3LVH99z845ubuSLY+rYogLjvvvsyYcKEPPTQQ+nSpUs+9rGP5WMf+1iSZNmyZXnf+96Xa6+9NocddlghxQIAALRGf136Skb95/EbXffTX9zYzNVAMbZoCMYVV1yR0047LV26dNlgXU1NTf7X//pf+fa3v73VigMAAAAq57XXXsu8efMyb968JMmCBQsyb968LFy4cIv3tUVPQPz+97/P//7f/3uT64cPH55vfetbW1wEAAAAbE5rHqYy/w9/aLHHeOyxx/LRj360/H3y5MlJktGjR2f69OlbtK8tCiCWLFmy0ek3yzvbfvv89a9/3aICAABgc1rzHx3AO9cah6l07949O+20U8ZM+HyzHG+nnXZK9+7dt2iboUOHplQqbZXjb1EAsdtuu+Xpp5/OgAEDNrr+ySefTM+ePbdKYQAAkLTOPzpo3TYVmgnM+Fd9+vTJc889l1de2XjIurV17949ffr0aZZjbcwWBRBHHXVUvvrVr+bjH/94dthhh0br3njjjZx//vn5j//4j61aIAAAwLZkU6GZwIyN6dOnT0VDgea0RQHEueeem5/97Gd573vfmwkTJmSvvfZKkjz//POZOnVq1qxZk6985SuFFAoAwLbPcIp3p7n+z7p/J6AIWxRA1NbW5sEHH8y4ceNyzjnnlMeBVFVVZcSIEZk6dWpqa2sLKRQAgG2f4RTvTnP9n3X/TkARtiiASJK+ffvmrrvuyj/+8Y+88MILKZVKec973pOdd965iPoAAABoIzb39M2zzz2XUf/ZzAWxVW1xALHezjvvnIMOOmhr1gIAAGyjWuOwjdZ4Ti3d5p6++f3vz27matjamhxAAAAArNcah220xnOCShJAAADQJKYaZFviaQaoPAEEAABN0hqnGhSqtF6eZoDKE0AAAMD/0xpDFaBlW7hwYV55ZeNP52xt3bt3T58+fZrlWBsjgAAAAIAKWLhwYfbee++88cYbzXK8HXfcMc8///wWhRD9+vXLn/70pw2Wn3766Zk6deoWHV8AAQAAABXwyiuv5I033sjo409LXW2vQo+1eMnLueHG7+WVV17ZogDi0UcfzZo1a8rfn3766XzsYx/Lpz71qS2uQQABAAAAFVRX2yt9evetdBkbteuuuzb6fskll2TPPffMRz7ykS3elwACAABgG2RmD5rb6tWr88Mf/jCTJ09OVVXVFm8vgAAAANgGtfSZPQQkrc/tt9+ehoaGnHTSSU3aXgABAADAVtfSAxK23PXXX58jjzwyvXo17X0VAggAAABgs/70pz/l3nvvzc9+9rMm70MAAQBAq7Spx789+g2w5aZNm5YePXpk5MiRTd6HAAIAgFZpU49/e/QbYMusXbs206ZNy+jRo7P99k2PEQQQAAAAUEGLl7zcoo9x7733ZuHChTnllFPeVQ0CCAAAoGIMlaEt6969e3bcccfccOP3muV4O+64Y7p3777F2w0fPjylUuldH18AAQAAVIyhMrRlffr0yfPPP59XXtn4dKVbW/fu3dOnT59mOdbGCCAAAACgQvr06VPRUKA5tat0AQAAAEDr5wkIAKBV2NQ48sRYcloe9yvQFgkgAIBWYVPjyBNjyWl53K9AW2QIBgAAAFA4T0AAAAC0EYb/UEkCCAAANvlHiT9IoHUx/IdKEkAAALDJP0r8QQLA1uIdEAAAAEDhBBAAAABA4QQQAAAAQOEEEAAAAEDhvIQSAGhxzMgAAK2PAAIAaHHMyABszqZCykRQCS2ZAAIAANimbCqkTASV0JJV9B0QF198cQ466KB07tw5PXr0yDHHHJP58+c3arNy5cqMHz8+u+yySzp16pRRo0ZlyZIljdosXLgwI0eOzE477ZQePXrkzDPPzFtvvdWozaxZs3LAAQekuro6AwYMyPTp04s+PQAAAOD/qegTELNnz8748eNz0EEH5a233sqXv/zlDB8+PM8++2w6duyYJDnjjDNy55135tZbb01NTU0mTJiQY489Ng888ECSZM2aNRk5cmTq6ury4IMPZtGiRTnxxBPTvn37fOMb30iSLFiwICNHjszYsWNz4403ZubMmTn11FPTs2fPjBgxomLnDwAAsC3wbh62hooGEHfffXej79OnT0+PHj0yd+7cfPjDH86yZcty/fXX56abbsrhhx+eJJk2bVoGDhyYhx56KEOGDMk999yTZ599Nvfee29qa2uz33775aKLLsrZZ5+dKVOmpEOHDrn22mvTv3//XHbZZUmSgQMH5ne/+10uv/xyAQQAtGHGkQO8M97Nw9bQot4BsWzZsiRJt27dkiRz587Nm2++mWHDhpXb7L333unTp0/mzJmTIUOGZM6cOdlnn31SW1tbbjNixIiMGzcuzzzzTPbff//MmTOn0T7Wt5k0aVLxJwUAtFjGkQNA82kxAcTatWszadKkHHrooXn/+9+fJFm8eHE6dOiQrl27NmpbW1ubxYsXl9v8c/iwfv36dZtrs3z58rzxxhvZcccdG61btWpVVq1aVf6+fPnyd3+CANBK6CcBgKao6Eso/9n48ePz9NNP5+abK/+o48UXX5yampryZ/fdd690SQDQYugnAYCmaBFPQEyYMCF33HFH7r///vTu3bu8vK6uLqtXr05DQ0OjpyCWLFmSurq6cptHHnmk0f7Wz5Lxz23+deaMJUuWpEuXLhs8/ZAk55xzTiZPnlz+vnz5cr9cAcD/o5+ExrxLBOCdqWgAUSqVMnHixNx2222ZNWtW+vfv32j9gQcemPbt22fmzJkZNWpUkmT+/PlZuHBh6uvrkyT19fX5+te/nqVLl6ZHjx5JkhkzZqRLly4ZNGhQuc1dd93VaN8zZswo7+NfVVdXp7q6equeKwC0FvpJaMy7RADemYoGEOPHj89NN92Un//85+ncuXP5nQ01NTXZcccdU1NTkzFjxmTy5Mnp1q1bunTpkokTJ6a+vj5DhgxJkgwfPjyDBg3KCSeckEsvvTSLFy/Oueeem/Hjx5d/ORo7dmyuuuqqnHXWWTnllFNy33335ZZbbsmdd95ZsXMHAACAtqSiAcQ111yTJBk6dGij5dOmTctJJ52UJLn88svTrl27jBo1KqtWrcqIESNy9dVXl9tut912ueOOOzJu3LjU19enY8eOGT16dC688MJym/79++fOO+/MGWeckSuvvDK9e/fOddddZwpOAKDVMRwAgJaq4kMw/p0ddtghU6dOzdSpUzfZpm/fvhsMsfhXQ4cOzRNPPLHFNQIAbEsMBwCgpWoxs2AAAAAArZcAAgAAACicAAIAAAAonAACAAAAKJwAAgAAACicAAIAAAAonAACAAAAKJwAAgAAACicAAIAAAAonAACAAAAKNz2lS4AAICNO+7Tx+WvS1/Z6Lpde3TPzT++uZkrAoCmE0AAALRQf136Skb95/EbXffTX9zYzNUAwLtjCAYAAABQOAEEAAAAUDgBBAAAAFA4AQQAAABQOAEEAAAAUDgBBAAAAFA4AQQAAABQOAEEAAAAUDgBBAAAAFA4AQQAAABQOAEEAAAAUDgBBAAAAFA4AQQAAABQOAEEAAAAUDgBBAAAAFA4AQQAAABQOAEEAAAAULjtK10AAEBbcNynj8tfl76ywfJde3TPzT++uQIVAUDzEkAAADSDvy59JaP+8/gNlv/0FzdWoBoAaH6GYAAAAACFE0AAAAAAhRNAAAAAAIUTQAAAAACFE0AAAAAAhTMLBgDAFjKlJgBsOQEEAMAWMqUmAGw5QzAAAACAwgkgAAAAgMIJIAAAAIDCCSAAAACAwgkgAAAAgMIJIAAAAIDCCSAAAACAwgkgAAAAgMIJIAAAAIDCCSAAAACAwgkgAAAAgMIJIAAAAIDCCSAAAACAwgkgAAAAgMIJIAAAAIDCCSAAAACAwgkgAAAAgMIJIAAAAIDCCSAAAACAwgkgAAAAgMIJIAAAAIDCCSAAAACAwgkgAAAAgMIJIAAAAIDCVTSAuP/++3P00UenV69eqaqqyu23395ofalUynnnnZeePXtmxx13zLBhw/KHP/yhUZu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",
      "text/plain": [
       "<Figure size 1058.88x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='day', data=df, hue='month', col='month')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88e58090",
   "metadata": {},
   "source": [
    "# Beyond 3\n",
    "\n",
    "Create a bar plot, showing how many rides took place in each hour (0-24) in each month (January and July). Each month should appear in a different color, and they should appear side-by-side, with January on the left and July on the right."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6383c4c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x149a641a0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 558.875x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['hour'] = df['tpep_pickup_datetime'].dt.hour\n",
    "\n",
    "sns.displot(data=df, x='hour', hue='month')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9463c3b7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.1"
  }
 },
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